Agent skill

Survey Generator

by rohitg00 in rohitg00/pro-workflow

Compile a structured literature survey on any AI/ML topic. An agent skill from rohitg00/pro-workflow.

No licenceAuto-check passedResearch & Science

Install Survey Generator

skills CLI
$ npx skills add rohitg00/pro-workflow --skill survey-generator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install rohitg00/pro-workflow survey-generator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/rohitg00/pro-workflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/survey-generator .claude/skills/survey-generator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
survey-generator
GitHub stars
2.9k
Token cost
~1.6k tokens
SKILL.md length
470 words
Files
3 (incl. scripts)
Skills in repo
41
Repo updated
First seen
Licence
None found

At a glance

Compile a structured literature survey on any AI/ML topic. An agent skill from rohitg00/pro-workflow.

  • Works in 4 steps: Read the anchor → Build research_bundle.json → Run the generator → …
  • The user asks for a survey
  • SKILL.md covers Diff vs dair-academy version, When to use, Inputs and Workflow (the agent runs these…, plus 3 more sections
  • Runs JavaScript scripts from its folder; calls node

What it does

Survey Generator is an agent skill from rohitg00/pro-workflow. Compile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + sections + bibliography of real papers) from a public anchor resource, then a chosen LLM generates the survey artifact. Output target is a wiki page (markdown), not a one-off HTML — survey lands in <wiki/derived/surveys/<slug.md with full bibliography rows in sources.md. Provider-agnostic (Anthropic/OpenAI/OpenRouter/Fireworks/custom OpenAI-compat). Use when the user asks for a "survey", "literature review"…

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `scripts/build-survey.js` and `templates/research_bundle.template.json`).

It sits in Research & Science, covering Citation management, Model routing and gateways and Literature review. It works with OpenAI and OpenRouter. The repository describes itself as: Claude Code learns from your corrections: self-correcting memory that compounds over 50+ sessions. Context engineering, parallel worktrees, agent teams, and 17 battle-tested…

When your agent uses it

  • The user asks for a survey
  • Literature review
  • Deep dive on a technical topic

Example prompts

  • “survey”
  • “literature review”
  • “lit review”
  • “/survey-generator”

Requirements

  • Node.js

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Read the anchor
  2. Build research_bundle.json
  3. Run the generator
  4. Iterate

What it can do on your machine

Read from SKILL.md and the folder at commit 86d5f27. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (JavaScript), which the agent can run.

    Shell commands in SKILL.md call:

    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Survey Generator loads about 1.6k tokens when it runs. Until then it costs about 147 tokens; SKILL.md has 470 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~147
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 470 words (~1,575 tokens).

“Provider-agnostic literature-survey artifact generator. Output flows into a pro-workflow wiki, not a standalone HTML file — survives sessions and indexes for FTS5 retrieval.”

— opening of SKILL.md by rohitg00
name
survey-generator
user-invocable
true

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (scripts) in skills/survey-generator of rohitg00/pro-workflow.

  • SKILL.md
  • scripts/build-survey.js
  • templates/research_bundle.template.json

Open the folder on GitHubat commit 86d5f27

Compare with similar skills

Survey Generator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Survey Generator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Survey Generator this skillrohitg00/pro-workflow2.9k—~1.6kAutomated safety check: PassNone
Autonomous Researchfedericodeponte/opendraft507—~8.2kAutomated safety check: PassApache-2.0
Academic Integrity Rewritelin1111-1/academic-integrity-rewrite102—~1.1kAutomated safety check: PassMIT
Research Lookupdavila7/claude-code-templates32k9 repos~5kAutomated safety check: NotesMIT
Systematic Review ScreenerImbad0202/academic-research-skills51k—~8.4kAutomated safety check: PassCustom licence
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT

Similar skills

  • Autonomous Research

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    507 GitHub stars~8.2k tokensUpdated 8 days ago
    Research & ScienceAuto-check passed
  • Academic Integrity Rewrite

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    51k GitHub stars~8.4k tokensUpdated yesterday
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  • Literature Review

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More from rohitg00/pro-workflow

All 41 skills in this repo
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  • LLM Council

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    2.9k GitHub stars~1.1k tokensUpdated 10 days ago
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  • Wiki Query

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    Query pro-workflow wikis via SQLite FTS5 BM25 retrieval. An agent skill from rohitg00/pro-workflow.

    2.9k GitHub stars~554 tokensUpdated 10 days ago
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  • Wiki Research Loop

    rohitg00/pro-workflow

    Auto-grow a pro-workflow wiki by running a budget-capped BFS research loop over pluggable source fetchers (web, arXiv, GitHub).

    2.9k GitHub stars~1.5k tokensUpdated 10 days ago
    Auto-check passed
  • Wiki Viewer

    rohitg00/pro-workflow

    Render a self-contained HTML viewer for a pro-workflow wiki.

    2.9k GitHub stars~1.1k tokensUpdated 10 days ago
    Auto-check passed
  • Auto Setup

    rohitg00/pro-workflow

    Auto-configure quality gates, hooks, and settings for a new project.

    2.9k GitHub stars~551 tokensUpdated 10 days ago
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Questions about Survey Generator

What does Survey Generator do?

Compile a structured literature survey on any AI/ML topic. An agent skill from rohitg00/pro-workflow. Survey Generator is an agent skill from rohitg00/pro-workflow. Compile a structured literature survey on any AI/ML topic.

When should I use Survey Generator?

Survey Generator fits situations like: the user asks for a survey; literature review; deep dive on a technical topic.

How do I install Survey Generator in Claude Code?

Run `npx skills add rohitg00/pro-workflow --skill survey-generator -a claude-code`. Or copy the skill folder (skills/survey-generator in rohitg00/pro-workflow) into .claude/skills/survey-generator in your project. Claude Code loads it when a task matches its description.

How do I install Survey Generator in Codex?

Run `npx skills add rohitg00/pro-workflow --skill survey-generator -a codex`. Or copy the skill folder (skills/survey-generator in rohitg00/pro-workflow) into .agents/skills/survey-generator in your project. Codex loads it when a task matches its description.

Can I use Survey Generator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add rohitg00/pro-workflow --skill survey-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/survey-generator, .gemini/skills/survey-generator, .github/skills/survey-generator and .opencode/skills/survey-generator in your project.

What does Survey Generator need to run?

Going by SKILL.md and its folder, Survey Generator needs JavaScript for the scripts in its folder and the command-line tools its instructions call (node). Our summary lists: Node.js.

Does Survey Generator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Survey Generator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Survey Generator use?

No licence was found for Survey Generator or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Survey Generator use?

About 1.6k tokens (SKILL.md is roughly 6.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Survey Generator?

Skills that share tags, products or a category with Survey Generator: Autonomous Research (federicodeponte/opendraft, 507 stars), Academic Integrity Rewrite (lin1111-1/academic-integrity-rewrite, 102 stars), Research Lookup (davila7/claude-code-templates, 32k stars) and Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Survey Generator?

rohitg00 (a GitHub user) maintains it in rohitg00/pro-workflow, which has 2,907 GitHub stars. The repository holds 41 skills in this directory. The repository was last updated on September 29, 2026.

Source: rohitg00/pro-workflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.